Page "Analysis of covariance" Paragraph 25

While the inclusion of a covariate into an ANOVA generally increases statistical power by accounting for some of the variance in the dependent variable and thus increasing the ratio of variance explained by the independent variables, adding a covariate into ANOVA also reduces the degrees of freedom.

Accordingly, adding a covariate which accounts for very little variance in the dependent variable might actually reduce power.